Overview

Dataset statistics

Number of variables62
Number of observations10027
Missing cells8748
Missing cells (%)1.4%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.7 MiB
Average record size in memory496.0 B

Variable types

CAT37
NUM25

Warnings

sysbp has 123 (1.2%) missing values Missing
diabp has 112 (1.1%) missing values Missing
pulse has 111 (1.1%) missing values Missing
wbc has 230 (2.3%) missing values Missing
mcv has 225 (2.2%) missing values Missing
plt has 227 (2.3%) missing values Missing
bun has 165 (1.6%) missing values Missing
glu has 186 (1.9%) missing values Missing
crea has 189 (1.9%) missing values Missing
cho has 172 (1.7%) missing values Missing
tg has 171 (1.7%) missing values Missing
hdl has 164 (1.6%) missing values Missing
ldl has 182 (1.8%) missing values Missing
crp has 163 (1.6%) missing values Missing
hbalc has 104 (1.0%) missing values Missing
ua has 163 (1.6%) missing values Missing
hgb has 228 (2.3%) missing values Missing
diabe has 117 (1.2%) missing values Missing
dyslipe has 245 (2.4%) missing values Missing
batha has 105 (1.0%) missing values Missing
joga has 160 (1.6%) missing values Missing
walk100a has 625 (6.2%) missing values Missing
cesd10 has 125 (1.2%) missing values Missing
slfmem has 130 (1.3%) missing values Missing
imrc has 1042 (10.4%) missing values Missing
dlrc has 1056 (10.5%) missing values Missing
ser7 has 185 (1.8%) missing values Missing
orient has 346 (3.5%) missing values Missing
draw has 224 (2.2%) missing values Missing
df_index has unique values Unique
cesd10 has 668 (6.7%) zeros Zeros
imrc has 228 (2.3%) zeros Zeros
dlrc has 1377 (13.7%) zeros Zeros
ser7 has 1577 (15.7%) zeros Zeros
orient has 599 (6.0%) zeros Zeros

Reproduction

Analysis started2020-10-14 03:10:39.360031
Analysis finished2020-10-14 03:13:06.466806
Duration2 minutes and 27.11 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct10027
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5071.247432
Minimum0
Maximum10136
Zeros1
Zeros (%)< 0.1%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile508.3
Q12528.5
median5075
Q37612.5
95-th percentile9630.7
Maximum10136
Range10136
Interquartile range (IQR)5084

Descriptive statistics

Standard deviation2930.336323
Coefficient of variation (CV)0.577833435
Kurtosis-1.204010245
Mean5071.247432
Median Absolute Deviation (MAD)2542
Skewness-0.001167268458
Sum50849398
Variance8586870.968
MonotocityStrictly increasing
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
20471< 0.1%
 
13461< 0.1%
 
95501< 0.1%
 
34031< 0.1%
 
13541< 0.1%
 
74971< 0.1%
 
54481< 0.1%
 
95421< 0.1%
 
33951< 0.1%
 
74891< 0.1%
 
Other values (10017)1001799.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
101361< 0.1%
 
101351< 0.1%
 
101341< 0.1%
 
101331< 0.1%
 
101321< 0.1%
 

sysbp
Real number (ℝ≥0)

MISSING

Distinct319
Distinct (%)3.2%
Missing123
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean130.6423835
Minimum92
Maximum193
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum92
5-th percentile102
Q1115
median127.333336
Q3142.66667
95-th percentile174.6416695
Maximum193
Range101
Interquartile range (IQR)27.66667

Descriptive statistics

Standard deviation21.21253229
Coefficient of variation (CV)0.1623709834
Kurtosis0.215757122
Mean130.6423835
Median Absolute Deviation (MAD)13.666672
Skewness0.7396784332
Sum1293882.166
Variance449.971526
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
120.333336800.8%
 
125780.8%
 
127.666664770.8%
 
121770.8%
 
115.666664760.8%
 
124.666664750.7%
 
111730.7%
 
116.333336720.7%
 
117.666664720.7%
 
129720.7%
 
Other values (309)915291.3%
 
(Missing)1231.2%
 
ValueCountFrequency (%) 
92460.5%
 
92.333336140.1%
 
92.51< 0.1%
 
92.66666460.1%
 
9380.1%
 
ValueCountFrequency (%) 
19360.1%
 
1923< 0.1%
 
191.51< 0.1%
 
191430.4%
 
190.6666770.1%
 

diabp
Real number (ℝ≥0)

MISSING

Distinct201
Distinct (%)2.0%
Missing112
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean75.86599431
Minimum50
Maximum112
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum50
5-th percentile57.666668
Q167.333336
median75
Q383.666664
95-th percentile97
Maximum112
Range62
Interquartile range (IQR)16.333328

Descriptive statistics

Standard deviation11.9314786
Coefficient of variation (CV)0.1572704439
Kurtosis-0.07671483579
Mean75.86599431
Median Absolute Deviation (MAD)8
Skewness0.3659989453
Sum752211.3335
Variance142.3601816
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
72.6666641401.4%
 
74.3333361351.3%
 
751321.3%
 
75.6666641291.3%
 
70.3333361261.3%
 
69.3333361231.2%
 
71.6666641191.2%
 
81.6666641151.1%
 
741141.1%
 
76.6666641141.1%
 
Other values (191)866886.4%
 
ValueCountFrequency (%) 
50420.4%
 
50.333332100.1%
 
50.666668130.1%
 
51150.1%
 
51.333332160.2%
 
ValueCountFrequency (%) 
1123< 0.1%
 
1111< 0.1%
 
110.333336500.5%
 
11070.1%
 
109.66666470.1%
 

pulse
Real number (ℝ≥0)

MISSING

Distinct173
Distinct (%)1.7%
Missing111
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean72.32881203
Minimum50.333332
Maximum102.333336
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum50.333332
5-th percentile56.666668
Q165.333336
median71.666664
Q378.666664
95-th percentile90.666664
Maximum102.333336
Range52.000004
Interquartile range (IQR)13.333328

Descriptive statistics

Standard deviation10.19036573
Coefficient of variation (CV)0.1408894387
Kurtosis0.06783168843
Mean72.32881203
Median Absolute Deviation (MAD)6.666664
Skewness0.4081007006
Sum717212.5001
Variance103.8435537
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
73.3333361621.6%
 
741501.5%
 
721481.5%
 
711481.5%
 
671471.5%
 
72.6666641371.4%
 
691351.3%
 
69.6666641341.3%
 
68.6666641331.3%
 
71.3333361331.3%
 
Other values (163)848984.7%
 
ValueCountFrequency (%) 
50.333332570.6%
 
50.51< 0.1%
 
50.666668180.2%
 
51160.2%
 
51.333332140.1%
 
ValueCountFrequency (%) 
102.333336600.6%
 
102100.1%
 
101.66666460.1%
 
101.33333670.1%
 
10190.1%
 

wbc
Real number (ℝ≥0)

MISSING

Distinct574
Distinct (%)5.9%
Missing230
Missing (%)2.3%
Infinite0
Infinite (%)0.0%
Mean6.24178422
Minimum3.1
Maximum12.2
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum3.1
5-th percentile3.8
Q14.99
median6
Q37.2
95-th percentile9.7
Maximum12.2
Range9.1
Interquartile range (IQR)2.21

Descriptive statistics

Standard deviation1.813126551
Coefficient of variation (CV)0.2904820941
Kurtosis0.7906836293
Mean6.24178422
Median Absolute Deviation (MAD)1.1
Skewness0.8676625076
Sum61150.76
Variance3.28742789
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
5.62402.4%
 
5.32262.3%
 
5.52182.2%
 
6.22152.1%
 
5.12152.1%
 
5.92132.1%
 
5.42132.1%
 
6.32102.1%
 
52072.1%
 
5.82062.1%
 
Other values (564)763476.1%
 
(Missing)2302.3%
 
ValueCountFrequency (%) 
3.11211.2%
 
3.121< 0.1%
 
3.132< 0.1%
 
3.141< 0.1%
 
3.151< 0.1%
 
ValueCountFrequency (%) 
12.21051.0%
 
12.192< 0.1%
 
12.14< 0.1%
 
12100.1%
 
11.94< 0.1%
 

mcv
Real number (ℝ≥0)

MISSING

Distinct597
Distinct (%)6.1%
Missing225
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean90.66989186
Minimum64.4
Maximum109.8
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum64.4
5-th percentile73.7
Q186.9
median91.4
Q395.7
95-th percentile102.8
Maximum109.8
Range45.4
Interquartile range (IQR)8.8

Descriptive statistics

Standard deviation8.21103214
Coefficient of variation (CV)0.0905596331
Kurtosis1.188105672
Mean90.66989186
Median Absolute Deviation (MAD)4.4
Skewness-0.7072605261
Sum888746.28
Variance67.4210488
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
911361.4%
 
901351.3%
 
891321.3%
 
941181.2%
 
881161.2%
 
931161.2%
 
951121.1%
 
921091.1%
 
109.81011.0%
 
64.61011.0%
 
Other values (587)862686.0%
 
(Missing)2252.2%
 
ValueCountFrequency (%) 
64.41< 0.1%
 
64.52< 0.1%
 
64.61011.0%
 
64.81< 0.1%
 
64.92< 0.1%
 
ValueCountFrequency (%) 
109.81011.0%
 
109.74< 0.1%
 
109.62< 0.1%
 
109.521< 0.1%
 
109.52< 0.1%
 

plt
Real number (ℝ≥0)

MISSING

Distinct342
Distinct (%)3.5%
Missing227
Missing (%)2.3%
Infinite0
Infinite (%)0.0%
Mean211.9114286
Minimum71
Maximum417
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum71
5-th percentile104
Q1163
median208
Q3255
95-th percentile333
Maximum417
Range346
Interquartile range (IQR)92

Descriptive statistics

Standard deviation69.59708597
Coefficient of variation (CV)0.3284253541
Kurtosis0.1172440802
Mean211.9114286
Median Absolute Deviation (MAD)46
Skewness0.437624346
Sum2076732
Variance4843.754375
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
4171041.0%
 
711031.0%
 
208710.7%
 
190700.7%
 
180690.7%
 
195670.7%
 
186670.7%
 
229670.7%
 
241670.7%
 
200650.6%
 
Other values (332)905090.3%
 
(Missing)2272.3%
 
ValueCountFrequency (%) 
711031.0%
 
722< 0.1%
 
734< 0.1%
 
745< 0.1%
 
7570.1%
 
ValueCountFrequency (%) 
4171041.0%
 
4163< 0.1%
 
4151< 0.1%
 
4145< 0.1%
 
4132< 0.1%
 

bun
Real number (ℝ≥0)

MISSING

Distinct744
Distinct (%)7.5%
Missing165
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean15.67527021
Minimum7.67474
Maximum29.46652
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum7.67474
5-th percentile9.5234
Q112.54848
median15.1254
Q318.2065
95-th percentile23.64044
Maximum29.46652
Range21.79178
Interquartile range (IQR)5.65802

Descriptive statistics

Standard deviation4.323834515
Coefficient of variation (CV)0.2758379573
Kurtosis0.5093365861
Mean15.67527021
Median Absolute Deviation (MAD)2.77299
Skewness0.7227712617
Sum154589.5148
Variance18.69554492
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7.674741001.0%
 
29.46652860.9%
 
15.88167440.4%
 
14.31311410.4%
 
13.52883400.4%
 
14.95734390.4%
 
16.07774380.4%
 
12.96863380.4%
 
15.15341370.4%
 
15.99371370.4%
 
Other values (734)936293.4%
 
(Missing)1651.6%
 
ValueCountFrequency (%) 
7.674741001.0%
 
7.730763< 0.1%
 
7.758771< 0.1%
 
7.786781< 0.1%
 
7.814794< 0.1%
 
ValueCountFrequency (%) 
29.46652860.9%
 
29.382491< 0.1%
 
29.3544870.1%
 
29.298461< 0.1%
 
29.270451< 0.1%
 

glu
Real number (ℝ≥0)

MISSING

Distinct801
Distinct (%)8.1%
Missing186
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean109.6849507
Minimum63.9
Maximum276.12
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum63.9
5-th percentile82.08
Q194.5
median102.42
Q3113.76
95-th percentile165.24
Maximum276.12
Range212.22
Interquartile range (IQR)19.26

Descriptive statistics

Standard deviation31.02302867
Coefficient of variation (CV)0.2828376041
Kurtosis11.86091288
Mean109.6849507
Median Absolute Deviation (MAD)9.18
Skewness3.063208251
Sum1079409.6
Variance962.4283079
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
276.121001.0%
 
63.9890.9%
 
98.28710.7%
 
96.48680.7%
 
100.8680.7%
 
101.88660.7%
 
99.72640.6%
 
101.7640.6%
 
102.78630.6%
 
94.5630.6%
 
Other values (791)912591.0%
 
(Missing)1861.9%
 
ValueCountFrequency (%) 
63.9890.9%
 
64.443< 0.1%
 
64.623< 0.1%
 
65.162< 0.1%
 
65.72< 0.1%
 
ValueCountFrequency (%) 
276.121001.0%
 
273.422< 0.1%
 
272.71< 0.1%
 
271.981< 0.1%
 
271.263< 0.1%
 

crea
Real number (ℝ≥0)

MISSING

Distinct84
Distinct (%)0.9%
Missing189
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean0.7773051535
Minimum0.4294
Maximum1.3673
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum0.4294
5-th percentile0.5311
Q10.6441
median0.7571
Q30.8814
95-th percentile1.1074
Maximum1.3673
Range0.9379
Interquartile range (IQR)0.2373

Descriptive statistics

Standard deviation0.1787702666
Coefficient of variation (CV)0.2299872397
Kurtosis0.6906530957
Mean0.7773051535
Median Absolute Deviation (MAD)0.113
Skewness0.7354648268
Sum7647.1281
Variance0.03195880824
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.72322952.9%
 
0.70062822.8%
 
0.68932812.8%
 
0.75712772.8%
 
0.71192762.8%
 
0.64412702.7%
 
0.6782652.6%
 
0.76842572.6%
 
0.77972552.5%
 
0.66672542.5%
 
Other values (74)712671.1%
 
ValueCountFrequency (%) 
0.42941191.2%
 
0.4407190.2%
 
0.452250.2%
 
0.4633260.3%
 
0.4746370.4%
 
ValueCountFrequency (%) 
1.36731051.0%
 
1.3565< 0.1%
 
1.344780.1%
 
1.33345< 0.1%
 
1.32215< 0.1%
 

cho
Real number (ℝ≥0)

MISSING

Distinct473
Distinct (%)4.8%
Missing172
Missing (%)1.7%
Infinite0
Infinite (%)0.0%
Mean193.2201301
Minimum115.98
Maximum300.7748
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum115.98
5-th percentile137.243
Q1167.0112
median190.2072
Q3215.3362
95-th percentile261.7282
Maximum300.7748
Range184.7948
Interquartile range (IQR)48.325

Descriptive statistics

Standard deviation37.33860855
Coefficient of variation (CV)0.1932438847
Kurtosis0.0915980175
Mean193.2201301
Median Absolute Deviation (MAD)24.3558
Skewness0.4758168
Sum1904184.382
Variance1394.171689
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
300.77481031.0%
 
115.98900.9%
 
190.9804610.6%
 
184.4082580.6%
 
199.4856570.6%
 
185.9546540.5%
 
193.3540.5%
 
178.9958530.5%
 
179.3824520.5%
 
184.0216500.5%
 
Other values (463)922392.0%
 
(Missing)1721.7%
 
ValueCountFrequency (%) 
115.98900.9%
 
116.36663< 0.1%
 
116.75325< 0.1%
 
117.13981< 0.1%
 
117.52642< 0.1%
 
ValueCountFrequency (%) 
300.77481031.0%
 
300.38821< 0.1%
 
300.00162< 0.1%
 
299.6151< 0.1%
 
299.22841< 0.1%
 

tg
Real number (ℝ≥0)

MISSING

Distinct488
Distinct (%)5.0%
Missing171
Missing (%)1.7%
Infinite0
Infinite (%)0.0%
Mean131.0766173
Minimum38.055
Maximum540.735
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum38.055
5-th percentile49.56
Q175.225
median106.2
Q3154.875
95-th percentile304.44
Maximum540.735
Range502.68
Interquartile range (IQR)79.65

Descriptive statistics

Standard deviation87.05881331
Coefficient of variation (CV)0.6641826369
Kurtosis6.306575944
Mean131.0766173
Median Absolute Deviation (MAD)36.285
Skewness2.250136333
Sum1291891.14
Variance7579.236975
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
38.0551101.1%
 
74.34991.0%
 
540.735950.9%
 
77.88890.9%
 
79.65880.9%
 
80.535860.9%
 
72.57860.9%
 
86.73860.9%
 
85.845850.8%
 
63.72840.8%
 
Other values (478)894889.2%
 
(Missing)1711.7%
 
ValueCountFrequency (%) 
38.0551101.1%
 
38.94180.2%
 
39.825170.2%
 
40.71210.2%
 
41.595220.2%
 
ValueCountFrequency (%) 
540.735950.9%
 
539.851< 0.1%
 
538.081< 0.1%
 
533.6551< 0.1%
 
530.1151< 0.1%
 

hdl
Real number (ℝ≥0)

MISSING

Distinct194
Distinct (%)2.0%
Missing164
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean50.94398668
Minimum22.4228
Maximum97.0366
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum22.4228
5-th percentile29.7682
Q140.2064
median49.0982
Q359.923
95-th percentile78.0932
Maximum97.0366
Range74.6138
Interquartile range (IQR)19.7166

Descriptive statistics

Standard deviation14.82688161
Coefficient of variation (CV)0.2910428214
Kurtosis0.3659643037
Mean50.94398668
Median Absolute Deviation (MAD)9.665
Skewness0.6475158664
Sum502460.5406
Variance219.8364184
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
48.3251301.3%
 
49.09821261.3%
 
45.61881221.2%
 
47.93841201.2%
 
51.80441151.1%
 
52.1911141.1%
 
45.23221131.1%
 
47.16521131.1%
 
44.07241131.1%
 
44.84561121.1%
 
Other values (184)868586.6%
 
(Missing)1641.6%
 
ValueCountFrequency (%) 
22.42281061.1%
 
22.809470.1%
 
23.19680.1%
 
23.582690.1%
 
23.969290.1%
 
ValueCountFrequency (%) 
97.0366981.0%
 
96.6570.1%
 
96.26342< 0.1%
 
95.87683< 0.1%
 
95.49024< 0.1%
 

ldl
Real number (ℝ≥0)

MISSING

Distinct444
Distinct (%)4.5%
Missing182
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean116.2473018
Minimum37.8868
Maximum210.3104
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum37.8868
5-th percentile64.5622
Q192.784
median114.047
Q3136.8564
95-th percentile177.0628
Maximum210.3104
Range172.4236
Interquartile range (IQR)44.0724

Descriptive statistics

Standard deviation33.94202347
Coefficient of variation (CV)0.2919811725
Kurtosis0.116226154
Mean116.2473018
Median Absolute Deviation (MAD)22.0362
Skewness0.3448181134
Sum1144454.686
Variance1152.060957
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
210.31041071.1%
 
37.88681051.0%
 
112.114620.6%
 
113.6604560.6%
 
121.0058560.6%
 
120.2326560.6%
 
119.0728550.5%
 
117.913550.5%
 
109.4078540.5%
 
114.8202540.5%
 
Other values (434)918591.6%
 
(Missing)1821.8%
 
ValueCountFrequency (%) 
37.88681051.0%
 
38.27341< 0.1%
 
38.662< 0.1%
 
39.04661< 0.1%
 
39.43321< 0.1%
 
ValueCountFrequency (%) 
210.31041071.1%
 
209.92383< 0.1%
 
209.15064< 0.1%
 
208.7641< 0.1%
 
208.37742< 0.1%
 

crp
Real number (ℝ≥0)

MISSING

Distinct1083
Distinct (%)11.0%
Missing163
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean2.528791565
Minimum0.19
Maximum37.02
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum0.19
5-th percentile0.28
Q10.55
median1.04
Q32.18
95-th percentile8.977
Maximum37.02
Range36.83
Interquartile range (IQR)1.63

Descriptive statistics

Standard deviation5.149011674
Coefficient of variation (CV)2.036155033
Kurtosis26.96956375
Mean2.528791565
Median Absolute Deviation (MAD)0.6
Skewness4.93583699
Sum24944
Variance26.51232122
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.191111.1%
 
37.021001.0%
 
0.45930.9%
 
0.39920.9%
 
0.49860.9%
 
0.47860.9%
 
0.44850.8%
 
0.4820.8%
 
0.35800.8%
 
0.5790.8%
 
Other values (1073)897089.5%
 
(Missing)1631.6%
 
ValueCountFrequency (%) 
0.191111.1%
 
0.2240.2%
 
0.21450.4%
 
0.22370.4%
 
0.23330.3%
 
ValueCountFrequency (%) 
37.021001.0%
 
36.71< 0.1%
 
36.351< 0.1%
 
36.22< 0.1%
 
36.11< 0.1%
 

hbalc
Real number (ℝ≥0)

MISSING

Distinct51
Distinct (%)0.5%
Missing104
Missing (%)1.0%
Infinite0
Infinite (%)0.0%
Mean5.252302731
Minimum4.1
Maximum9.1
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum4.1
5-th percentile4.5
Q14.9
median5.1
Q35.4
95-th percentile6.4
Maximum9.1
Range5
Interquartile range (IQR)0.5

Descriptive statistics

Standard deviation0.7225145682
Coefficient of variation (CV)0.1375614859
Kurtosis10.73604742
Mean5.252302731
Median Absolute Deviation (MAD)0.3
Skewness2.74000154
Sum52118.6
Variance0.5220273012
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
59579.5%
 
5.19569.5%
 
5.29399.4%
 
4.98698.7%
 
5.38198.2%
 
4.87497.5%
 
5.46826.8%
 
5.55515.5%
 
4.75385.4%
 
5.63793.8%
 
Other values (41)248424.8%
 
ValueCountFrequency (%) 
4.11161.2%
 
4.2570.6%
 
4.3910.9%
 
4.41721.7%
 
4.52482.5%
 
ValueCountFrequency (%) 
9.11041.0%
 
960.1%
 
8.94< 0.1%
 
8.84< 0.1%
 
8.760.1%
 

ua
Real number (ℝ≥0)

MISSING

Distinct2500
Distinct (%)25.3%
Missing163
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean4.443844574
Minimum2.142
Maximum8.15976
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum2.142
5-th percentile2.688
Q13.56496
median4.2966
Q35.16096
95-th percentile6.7368
Maximum8.15976
Range6.01776
Interquartile range (IQR)1.596

Descriptive statistics

Standard deviation1.225451897
Coefficient of variation (CV)0.2757638968
Kurtosis0.3011811232
Mean4.443844574
Median Absolute Deviation (MAD)0.78204
Skewness0.6494059102
Sum43834.08288
Variance1.501732351
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
2.142981.0%
 
8.15976971.0%
 
4.06896170.2%
 
4.27896170.2%
 
4.41504170.2%
 
4.11264160.2%
 
4.15128160.2%
 
4.63176160.2%
 
3.63552160.2%
 
4.45536160.2%
 
Other values (2490)953895.1%
 
(Missing)1631.6%
 
ValueCountFrequency (%) 
2.142981.0%
 
2.143682< 0.1%
 
2.145361< 0.1%
 
2.15041< 0.1%
 
2.153761< 0.1%
 
ValueCountFrequency (%) 
8.15976971.0%
 
8.15641< 0.1%
 
8.153041< 0.1%
 
8.142961< 0.1%
 
8.141281< 0.1%
 

htc
Real number (ℝ≥0)

Distinct581
Distinct (%)5.8%
Missing8
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean41.4341072
Minimum26.77
Maximum57.6
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum26.77
5-th percentile30.4
Q137.8
median41.5
Q345.2
95-th percentile51.4
Maximum57.6
Range30.83
Interquartile range (IQR)7.4

Descriptive statistics

Standard deviation6.014562131
Coefficient of variation (CV)0.1451596894
Kurtosis0.1493727421
Mean41.4341072
Median Absolute Deviation (MAD)3.7
Skewness0.0449834957
Sum415128.32
Variance36.17495763
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
30.42382.4%
 
431461.5%
 
401461.5%
 
421291.3%
 
381261.3%
 
411251.2%
 
441211.2%
 
391211.2%
 
57.61121.1%
 
26.771071.1%
 
Other values (571)864886.2%
 
ValueCountFrequency (%) 
26.771071.1%
 
26.84< 0.1%
 
26.881< 0.1%
 
26.92< 0.1%
 
26.931< 0.1%
 
ValueCountFrequency (%) 
57.61121.1%
 
57.54< 0.1%
 
57.451< 0.1%
 
57.43< 0.1%
 
57.32< 0.1%
 

hgb
Real number (ℝ≥0)

MISSING

Distinct126
Distinct (%)1.3%
Missing228
Missing (%)2.3%
Infinite0
Infinite (%)0.0%
Mean14.34178998
Minimum9.3
Maximum21.8
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum9.3
5-th percentile11.3
Q113
median14.2
Q315.5
95-th percentile17.8
Maximum21.8
Range12.5
Interquartile range (IQR)2.5

Descriptive statistics

Standard deviation2.072490059
Coefficient of variation (CV)0.1445070707
Kurtosis1.446860912
Mean14.34178998
Median Absolute Deviation (MAD)1.2
Skewness0.6121117927
Sum140535.2
Variance4.295215044
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
14.22382.4%
 
13.72322.3%
 
13.62272.3%
 
13.92262.3%
 
13.42142.1%
 
14.92132.1%
 
142112.1%
 
13.12102.1%
 
14.32082.1%
 
14.52062.1%
 
Other values (116)761475.9%
 
(Missing)2282.3%
 
ValueCountFrequency (%) 
9.31021.0%
 
9.490.1%
 
9.570.1%
 
9.660.1%
 
9.790.1%
 
ValueCountFrequency (%) 
21.8961.0%
 
21.760.1%
 
21.63< 0.1%
 
21.560.1%
 
21.42< 0.1%
 

hibpe
Categorical

Distinct2
Distinct (%)< 0.1%
Missing75
Missing (%)0.7%
Memory size78.3 KiB
0.no
7235 
1.yes
2717 
ValueCountFrequency (%) 
0.no723572.2%
 
1.yes271727.1%
 
(Missing)750.7%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.263488581
Min length3

diabe
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing117
Missing (%)1.2%
Memory size78.3 KiB
0.no
9258 
1.yes
 
652
ValueCountFrequency (%) 
0.no925892.3%
 
1.yes6526.5%
 
(Missing)1171.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.053355939
Min length3

cancre
Categorical

Distinct2
Distinct (%)< 0.1%
Missing59
Missing (%)0.6%
Memory size78.3 KiB
0.no
9861 
1.yes
 
107
ValueCountFrequency (%) 
0.no986198.3%
 
1.yes1071.1%
 
(Missing)590.6%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.004787075
Min length3

lunge
Categorical

Distinct2
Distinct (%)< 0.1%
Missing55
Missing (%)0.5%
Memory size78.3 KiB
0.no
8885 
1.yes
1087 
ValueCountFrequency (%) 
0.no888588.6%
 
1.yes108710.8%
 
(Missing)550.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.10292211
Min length3

hearte
Categorical

Distinct2
Distinct (%)< 0.1%
Missing71
Missing (%)0.7%
Memory size78.3 KiB
0.no
8698 
1.yes
1258 
ValueCountFrequency (%) 
0.no869886.7%
 
1.yes125812.5%
 
(Missing)710.7%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.118380373
Min length3

stroke
Categorical

Distinct2
Distinct (%)< 0.1%
Missing38
Missing (%)0.4%
Memory size78.3 KiB
0.no
9700 
1.yes
 
289
ValueCountFrequency (%) 
0.no970096.7%
 
1.yes2892.9%
 
(Missing)380.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.025032412
Min length3

psyche
Categorical

Distinct2
Distinct (%)< 0.1%
Missing51
Missing (%)0.5%
Memory size78.3 KiB
0.no
9840 
1.yes
 
136
ValueCountFrequency (%) 
0.no984098.1%
 
1.yes1361.4%
 
(Missing)510.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.008477112
Min length3

arthre
Categorical

Distinct2
Distinct (%)< 0.1%
Missing32
Missing (%)0.3%
Memory size78.3 KiB
0.no
6320 
1.yes
3675 
ValueCountFrequency (%) 
0.no632063.0%
 
1.yes367536.7%
 
(Missing)320.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.363319039
Min length3

dyslipe
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing245
Missing (%)2.4%
Memory size78.3 KiB
0.no
8793 
1.yes
989 
ValueCountFrequency (%) 
0.no879387.7%
 
1.yes9899.9%
 
(Missing)2452.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.074199661
Min length3

livere
Categorical

Distinct2
Distinct (%)< 0.1%
Missing96
Missing (%)1.0%
Memory size78.3 KiB
0.no
9563 
1.yes
 
368
ValueCountFrequency (%) 
0.no956395.4%
 
1.yes3683.7%
 
(Missing)961.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.027126758
Min length3

kidneye
Categorical

Distinct2
Distinct (%)< 0.1%
Missing83
Missing (%)0.8%
Memory size78.3 KiB
0.no
9307 
1.yes
 
637
ValueCountFrequency (%) 
0.no930792.8%
 
1.yes6376.4%
 
(Missing)830.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.055250823
Min length3

digeste
Categorical

Distinct2
Distinct (%)< 0.1%
Missing41
Missing (%)0.4%
Memory size78.3 KiB
0.no
7608 
1.yes
2378 
ValueCountFrequency (%) 
0.no760875.9%
 
1.yes237823.7%
 
(Missing)410.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.233070709
Min length3

asthmae
Categorical

Distinct2
Distinct (%)< 0.1%
Missing46
Missing (%)0.5%
Memory size78.3 KiB
0.no
9482 
1.yes
 
499
ValueCountFrequency (%) 
0.no948294.6%
 
1.yes4995.0%
 
(Missing)460.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.045178019
Min length3

memrye
Categorical

Distinct2
Distinct (%)< 0.1%
Missing40
Missing (%)0.4%
Memory size78.3 KiB
0.no
9804 
1.yes
 
183
ValueCountFrequency (%) 
0.no980497.8%
 
1.yes1831.8%
 
(Missing)400.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.014261494
Min length3

dressa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing97
Missing (%)1.0%
Memory size78.3 KiB
0.No
9461 
1.Yes
 
469
ValueCountFrequency (%) 
0.No946194.4%
 
1.Yes4694.7%
 
(Missing)971.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.03709983
Min length3

batha
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing105
Missing (%)1.0%
Memory size78.3 KiB
0.No
9342 
1.Yes
 
580
ValueCountFrequency (%) 
0.No934293.2%
 
1.Yes5805.8%
 
(Missing)1051.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.047372095
Min length3

eata
Categorical

Distinct2
Distinct (%)< 0.1%
Missing97
Missing (%)1.0%
Memory size78.3 KiB
0.No
9676 
1.Yes
 
254
ValueCountFrequency (%) 
0.No967696.5%
 
1.Yes2542.5%
 
(Missing)971.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.015657724
Min length3

beda
Categorical

Distinct2
Distinct (%)< 0.1%
Missing98
Missing (%)1.0%
Memory size78.3 KiB
0.No
9428 
1.Yes
 
501
ValueCountFrequency (%) 
0.No942894.0%
 
1.Yes5015.0%
 
(Missing)981.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.040191483
Min length3

toilta
Categorical

Distinct2
Distinct (%)< 0.1%
Missing97
Missing (%)1.0%
Memory size78.3 KiB
0.No
8746 
1.Yes
1184 
ValueCountFrequency (%) 
0.No874687.2%
 
1.Yes118411.8%
 
(Missing)971.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.1084073
Min length3

urina
Categorical

Distinct2
Distinct (%)< 0.1%
Missing98
Missing (%)1.0%
Memory size78.3 KiB
0.No
9514 
1.Yes
 
415
ValueCountFrequency (%) 
0.No951494.9%
 
1.Yes4154.1%
 
(Missing)981.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.03161464
Min length3

moneya
Categorical

Distinct2
Distinct (%)< 0.1%
Missing37
Missing (%)0.4%
Memory size78.3 KiB
0.No
8726 
1.Yes
1264 
ValueCountFrequency (%) 
0.No872687.0%
 
1.Yes126412.6%
 
(Missing)370.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.122369602
Min length3

medsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing20
Missing (%)0.2%
Memory size78.3 KiB
0.No
9354 
1.Yes
 
653
ValueCountFrequency (%) 
0.No935493.3%
 
1.Yes6536.5%
 
(Missing)200.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.06312955
Min length3

shopa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing28
Missing (%)0.3%
Memory size78.3 KiB
0.No
9189 
1.Yes
 
810
ValueCountFrequency (%) 
0.No918991.6%
 
1.Yes8108.1%
 
(Missing)280.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.077989429
Min length3

mealsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing13
Missing (%)0.1%
Memory size78.3 KiB
0.No
9244 
1.Yes
 
770
ValueCountFrequency (%) 
0.No924492.2%
 
1.Yes7707.7%
 
(Missing)130.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.07549616
Min length3

housewka
Categorical

Distinct2
Distinct (%)< 0.1%
Missing14
Missing (%)0.1%
Memory size78.3 KiB
0.No
9167 
1.Yes
 
846
ValueCountFrequency (%) 
0.No916791.4%
 
1.Yes8468.4%
 
(Missing)140.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.082975965
Min length3

joga
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing160
Missing (%)1.6%
Memory size78.3 KiB
1.yes
5249 
0.no
4618 
ValueCountFrequency (%) 
1.yes524952.3%
 
0.no461846.1%
 
(Missing)1601.6%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length5
Mean length4.50752967
Min length3

walk1kma
Categorical

Distinct2
Distinct (%)< 0.1%
Missing16
Missing (%)0.2%
Memory size78.3 KiB
0.no
8507 
1.yes
1504 
ValueCountFrequency (%) 
0.no850784.8%
 
1.yes150415.0%
 
(Missing)160.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.148399322
Min length3

walk100a
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing625
Missing (%)6.2%
Memory size78.3 KiB
0.no
9244 
1.yes
 
158
ValueCountFrequency (%) 
0.no924492.2%
 
1.yes1581.6%
 
(Missing)6256.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length3.95342575
Min length3

chaira
Categorical

Distinct2
Distinct (%)< 0.1%
Missing9
Missing (%)0.1%
Memory size78.3 KiB
0.no
7134 
1.yes
2884 
ValueCountFrequency (%) 
0.no713471.1%
 
1.yes288428.8%
 
(Missing)90.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.28672584
Min length3

climsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing90
Missing (%)0.9%
Memory size78.3 KiB
0.no
5784 
1.yes
4153 
ValueCountFrequency (%) 
0.no578457.7%
 
1.yes415341.4%
 
(Missing)900.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.405205944
Min length3

stoopa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing18
Missing (%)0.2%
Memory size78.3 KiB
0.no
6950 
1.yes
3059 
ValueCountFrequency (%) 
0.no695069.3%
 
1.yes305930.5%
 
(Missing)180.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.303281141
Min length3

lifta
Categorical

Distinct2
Distinct (%)< 0.1%
Missing14
Missing (%)0.1%
Memory size78.3 KiB
0.no
8877 
1.yes
1136 
ValueCountFrequency (%) 
0.no887788.5%
 
1.yes113611.3%
 
(Missing)140.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.111897876
Min length3

dimea
Categorical

Distinct2
Distinct (%)< 0.1%
Missing12
Missing (%)0.1%
Memory size78.3 KiB
0.no
9640 
1.yes
 
375
ValueCountFrequency (%) 
0.no964096.1%
 
1.yes3753.7%
 
(Missing)120.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.036202254
Min length3

armsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing8
Missing (%)0.1%
Memory size78.3 KiB
0.no
9011 
1.yes
1008 
ValueCountFrequency (%) 
0.no901189.9%
 
1.yes100810.1%
 
(Missing)80.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.099730727
Min length3

cesd10
Real number (ℝ≥0)

MISSING
ZEROS

Distinct31
Distinct (%)0.3%
Missing125
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean8.589981822
Minimum0
Maximum30
Zeros668
Zeros (%)6.7%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q13
median7
Q312
95-th percentile21
Maximum30
Range30
Interquartile range (IQR)9

Descriptive statistics

Standard deviation6.373815601
Coefficient of variation (CV)0.7420057147
Kurtosis0.02051349682
Mean8.589981822
Median Absolute Deviation (MAD)4
Skewness0.7783636978
Sum85058
Variance40.62552532
MonotocityNot monotonic
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%) 
38058.0%
 
06686.7%
 
66676.7%
 
46626.6%
 
56246.2%
 
75965.9%
 
25615.6%
 
95605.6%
 
85255.2%
 
104614.6%
 
Other values (21)377337.6%
 
ValueCountFrequency (%) 
06686.7%
 
14564.5%
 
25615.6%
 
38058.0%
 
46626.6%
 
ValueCountFrequency (%) 
30130.1%
 
29100.1%
 
28150.1%
 
27390.4%
 
26400.4%
 

shlta
Categorical

Distinct5
Distinct (%)< 0.1%
Missing12
Missing (%)0.1%
Memory size78.3 KiB
3.Fair
5006 
4.Poor
2427 
2.Good
1568 
1.Very good
561 
5.Very Poor
 
453
ValueCountFrequency (%) 
3.Fair500649.9%
 
4.Poor242724.2%
 
2.Good156815.6%
 
1.Very good5615.6%
 
5.Very Poor4534.5%
 
(Missing)120.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length11
Median length6
Mean length6.50204448
Min length3

slfmem
Categorical

MISSING

Distinct5
Distinct (%)0.1%
Missing130
Missing (%)1.3%
Memory size78.3 KiB
4.Fair
4416 
5.Poor
3745 
3.Good
1239 
2.Very Good
455 
1.Excellent
 
42
ValueCountFrequency (%) 
4.Fair441644.0%
 
5.Poor374537.3%
 
3.Good123912.4%
 
2.Very Good4554.5%
 
1.Excellent420.4%
 
(Missing)1301.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length11
Median length6
Mean length6.208935873
Min length3

imrc
Real number (ℝ≥0)

MISSING
ZEROS

Distinct11
Distinct (%)0.1%
Missing1042
Missing (%)10.4%
Infinite0
Infinite (%)0.0%
Mean3.973177518
Minimum0
Maximum10
Zeros228
Zeros (%)2.3%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile1
Q13
median4
Q35
95-th percentile7
Maximum10
Range10
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.724339143
Coefficient of variation (CV)0.4339949914
Kurtosis0.09438544763
Mean3.973177518
Median Absolute Deviation (MAD)1
Skewness0.09981631544
Sum35699
Variance2.973345479
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
4219721.9%
 
3178717.8%
 
5169316.9%
 
2104210.4%
 
69949.9%
 
74274.3%
 
14234.2%
 
02282.3%
 
81391.4%
 
9370.4%
 
(Missing)104210.4%
 
ValueCountFrequency (%) 
02282.3%
 
14234.2%
 
2104210.4%
 
3178717.8%
 
4219721.9%
 
ValueCountFrequency (%) 
10180.2%
 
9370.4%
 
81391.4%
 
74274.3%
 
69949.9%
 

dlrc
Real number (ℝ≥0)

MISSING
ZEROS

Distinct11
Distinct (%)0.1%
Missing1056
Missing (%)10.5%
Infinite0
Infinite (%)0.0%
Mean3.016274663
Minimum0
Maximum10
Zeros1377
Zeros (%)13.7%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q34
95-th percentile6
Maximum10
Range10
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.965409455
Coefficient of variation (CV)0.6516016194
Kurtosis-0.3573480524
Mean3.016274663
Median Absolute Deviation (MAD)1
Skewness0.1975196676
Sum27059
Variance3.862834325
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
3182318.2%
 
4165516.5%
 
2143914.4%
 
0137713.7%
 
5111311.1%
 
16736.7%
 
65515.5%
 
72192.2%
 
8820.8%
 
9310.3%
 
(Missing)105610.5%
 
ValueCountFrequency (%) 
0137713.7%
 
16736.7%
 
2143914.4%
 
3182318.2%
 
4165516.5%
 
ValueCountFrequency (%) 
1080.1%
 
9310.3%
 
8820.8%
 
72192.2%
 
65515.5%
 

ser7
Real number (ℝ≥0)

MISSING
ZEROS

Distinct6
Distinct (%)0.1%
Missing185
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean2.743649665
Minimum0
Maximum5
Zeros1577
Zeros (%)15.7%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)4

Descriptive statistics

Standard deviation1.999141877
Coefficient of variation (CV)0.7286432751
Kurtosis-1.673199334
Mean2.743649665
Median Absolute Deviation (MAD)2
Skewness-0.02585204803
Sum27003
Variance3.996568246
MonotocityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
5368936.8%
 
1236823.6%
 
0157715.7%
 
29959.9%
 
36526.5%
 
45615.6%
 
(Missing)1851.8%
 
ValueCountFrequency (%) 
0157715.7%
 
1236823.6%
 
29959.9%
 
36526.5%
 
45615.6%
 
ValueCountFrequency (%) 
5368936.8%
 
45615.6%
 
36526.5%
 
29959.9%
 
1236823.6%
 

orient
Real number (ℝ≥0)

MISSING
ZEROS

Distinct5
Distinct (%)0.1%
Missing346
Missing (%)3.5%
Infinite0
Infinite (%)0.0%
Mean2.888234686
Minimum0
Maximum4
Zeros599
Zeros (%)6.0%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.214881466
Coefficient of variation (CV)0.420631146
Kurtosis-0.155427703
Mean2.888234686
Median Absolute Deviation (MAD)1
Skewness-0.9206256867
Sum27961
Variance1.475936976
MonotocityNot monotonic
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
4397939.7%
 
3272627.2%
 
2149014.9%
 
18878.8%
 
05996.0%
 
(Missing)3463.5%
 
ValueCountFrequency (%) 
05996.0%
 
18878.8%
 
2149014.9%
 
3272627.2%
 
4397939.7%
 
ValueCountFrequency (%) 
4397939.7%
 
3272627.2%
 
2149014.9%
 
18878.8%
 
05996.0%
 

draw
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing224
Missing (%)2.2%
Memory size78.3 KiB
1.yes
6097 
0.no
3706 
ValueCountFrequency (%) 
1.yes609760.8%
 
0.no370637.0%
 
(Missing)2242.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length5
Mean length4.58571856
Min length3

age
Real number (ℝ≥0)

Distinct531
Distinct (%)5.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean59.28314387
Minimum40
Maximum85
Zeros0
Zeros (%)0.0%
Memory size78.3 KiB

Quantile statistics

Minimum40
5-th percentile45.916668
Q151.833332
median58.583332
Q365.5
95-th percentile76.5
Maximum85
Range45
Interquartile range (IQR)13.666668

Descriptive statistics

Standard deviation9.369191874
Coefficient of variation (CV)0.1580414139
Kurtosis-0.5344837308
Mean59.28314387
Median Absolute Deviation (MAD)6.833332
Skewness0.3981745467
Sum594432.0835
Variance87.78175638
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
53.916668540.5%
 
56.666668510.5%
 
59.75500.5%
 
57.583332480.5%
 
58.583332480.5%
 
56.333332480.5%
 
62.583332470.5%
 
48.166668460.5%
 
60.583332460.5%
 
48.583332460.5%
 
Other values (521)954395.2%
 
ValueCountFrequency (%) 
402< 0.1%
 
40.1666682< 0.1%
 
40.252< 0.1%
 
40.4166682< 0.1%
 
40.5833321< 0.1%
 
ValueCountFrequency (%) 
851< 0.1%
 
84.9166641< 0.1%
 
84.8333363< 0.1%
 
84.752< 0.1%
 
84.5833361< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

df_indexsysbpdiabppulsewbcmcvpltbunglucreachotghdlldlcrphbalcuahtchgbhibpediabecancrelungeheartestrokepsychearthredyslipeliverekidneyedigesteasthmaememryedressabathaeatabedatoiltaurinamoneyamedsashopamealsahousewkajogawalk1kmawalk100achairaclimsastoopaliftadimeaarmsacesd10shltaslfmemimrcdlrcser7orientdrawage
00123.66666467.33333655.3333329.672.9198.019.4389495.940.9831254.382863.72063.4024175.90300.984.63.5952057.620.20.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no0.02.Good2.Very Good10.07.05.04.00.no48.166668
11143.33333074.66666467.6666645.395.4179.012.3524194.140.8814205.671257.52561.4694131.05740.344.95.2466452.017.41.yes0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no6.05.Very Poor3.Good4.02.02.02.00.no59.916668
22178.66667087.00000055.0000007.588.3271.022.09989105.841.1526168.171088.50047.165298.96965.674.84.5595244.514.90.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no3.02.Good4.Fair6.06.02.03.00.no60.833332
33191.000000106.33333658.3333324.786.1208.015.6295887.480.6554219.975491.15546.0054154.25342.474.63.4473646.016.11.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no2.04.Poor3.Good6.07.05.03.00.no67.666664
44118.33333654.00000053.6666688.385.6290.013.2207295.760.9040168.9442109.74040.9796103.22220.764.85.2012843.814.61.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No1.Yes0.No0.No0.No0.No0.No0.No1.yes1.yes1.yes1.yes1.yes1.yes0.no0.no0.no6.04.Poor2.Very Good4.06.04.03.00.no79.333336
55100.00000064.33333663.6666684.679.9294.020.0271589.280.6667217.2692102.66049.0982148.84101.174.83.0340841.913.60.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no1.yes0.no0.no0.no9.04.Poor3.Good2.01.02.01.00.no55.833332
66108.00000070.00000053.6666686.389.3228.021.98785103.860.8927209.1506108.85549.8714135.69660.454.63.7800046.916.00.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no6.03.Fair4.Fair5.05.02.03.00.no59.583332
77108.66666469.00000074.3333368.791.2278.08.3189794.681.0396151.9338110.62543.685884.66540.644.55.7892843.414.60.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no4.03.Fair4.Fair3.03.04.02.01.yes45.333332
88166.00000087.66666459.33333211.488.2417.012.88460118.080.5085172.423653.98551.4178100.90262.714.82.3251235.212.51.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no6.04.Poor4.Fair4.06.05.03.00.no64.666664
99124.66666482.33333678.3333367.987.0285.018.3185496.660.6667127.1914132.75056.057040.20640.574.44.9106449.717.30.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No1.Yes0.No0.No0.No0.No0.No0.No0.no0.no0.no1.yes1.yes1.yes0.no0.no0.no1.02.Good2.Very Good5.04.04.02.01.yes57.000000

Last rows

df_indexsysbpdiabppulsewbcmcvpltbunglucreachotghdlldlcrphbalcuahtchgbhibpediabecancrelungeheartestrokepsychearthredyslipeliverekidneyedigesteasthmaememryedressabathaeatabedatoiltaurinamoneyamedsashopamealsahousewkajogawalk1kmawalk100achairaclimsastoopaliftadimeaarmsacesd10shltaslfmemimrcdlrcser7orientdrawage
100171012799.00000060.66666861.3333324.679.0144.018.6266586.580.7458263.661259.29595.8768156.18641.734.84.28232NaN14.40.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no1.yes1.yes0.no1.yes0.no1.yes18.03.Fair4.Fair6.05.01.04.01.yes49.250000
1001810128128.33333071.33333692.3333366.690.680.019.9431296.480.9153230.413686.73041.7528173.19681.245.44.8384054.320.11.yes0.no0.no0.no0.no0.no0.no1.yes0.no0.no1.yes1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no1.yes0.no0.no0.no0.no21.03.Fair5.Poor2.00.02.04.01.yes54.166668
1001910129128.33333075.00000067.6666645.868.9213.011.70818110.340.8136177.4494151.33535.9538103.22223.805.15.0500834.311.90.no0.no0.no0.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no4.03.Fair3.Good1.01.00.02.00.no59.583332
1002010130184.000000101.33333652.6666688.387.8197.015.65759108.000.9718178.609292.92537.8868122.93888.365.55.2315245.816.50.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no1.Yes1.Yes1.Yes1.Yes1.Yes1.Yes1.Yes1.Yes1.Yes1.Yes1.Yes1.yes0.no0.no0.no1.yes1.yes1.yes1.yes1.yes8.04.Poor5.Poor1.00.00.02.00.no67.333336
1002110131150.66667091.00000081.6666648.588.7263.012.12833106.560.7232171.263864.60540.5930117.13985.055.94.6687244.316.60.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no0.03.Fair4.Fair6.06.05.04.01.yes48.250000
1002210132165.333330108.66666478.0000005.488.3179.012.4644594.680.9379176.676275.22535.5672127.57802.565.55.6498441.217.51.yes0.no0.no1.yes0.no0.no0.no1.yes0.no0.no0.no1.yes1.yes0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no7.03.Fair5.Poor3.02.05.03.01.yes49.750000
1002310133177.66667096.33333672.6666644.997.2136.018.71068112.861.1865186.7278194.70027.0620116.36661.525.96.5839236.713.61.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no4.03.Fair4.Fair6.04.05.02.01.yes71.333336
1002410134132.33333070.00000063.3333324.884.4197.012.7165498.460.8927192.9134109.74047.1652120.23260.705.23.5649642.815.91.yes0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no12.03.Fair5.Poor1.01.02.04.00.no61.250000
1002510135116.33333673.33333657.0000005.690.7120.017.03008107.820.8362238.9188149.56538.2734158.11940.905.14.5595241.616.10.no0.no0.no0.no0.no0.no0.no1.yes1.yes0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no5.03.Fair4.Fair5.03.05.04.01.yes48.583332
1002610136121.00000074.00000080.0000007.798.3157.018.82272104.400.9153180.542254.87057.9900105.54181.775.64.9526446.617.70.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no1.03.Fair4.Fair4.03.05.04.01.yes53.833332